{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import torch \n",
    "import torch.nn as nn\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "import sys\n",
    "sys.path.append('../code/')\n",
    "from resnet import *\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    }
   ],
   "source": [
    "torch.manual_seed(0)\n",
    "batch_size = 64\n",
    "transform = transforms.Compose(\n",
    "    [transforms.ToTensor(),\n",
    "     transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))])\n",
    "\n",
    "trainset = torchvision.datasets.CIFAR10(root='../data', train=True,\n",
    "                                        download=True, transform=transform)\n",
    "trainloader = torch.utils.data.DataLoader(trainset, batch_size = batch_size,\n",
    "                                          shuffle=True, num_workers=2)\n",
    "\n",
    "testset = torchvision.datasets.CIFAR10(root='../data', train=False,\n",
    "                                       download=True, transform=transform)\n",
    "testloader = torch.utils.data.DataLoader(testset, batch_size = batch_size,\n",
    "                                         shuffle=False, num_workers=2)\n",
    "\n",
    "classes = ('plane', 'car', 'bird', 'cat',\n",
    "           'deer', 'dog', 'frog', 'horse', 'ship', 'truck')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " deer   cat  ship   car\n"
     ]
    }
   ],
   "source": [
    "# functions to show an image\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "# get some random training images\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = dataiter.next()\n",
    "\n",
    "# show images\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "# print labels\n",
    "print(' '.join('%5s' % classes[labels[j]] for j in range(4)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model on GPU\n"
     ]
    }
   ],
   "source": [
    "import torch.optim as optim\n",
    "\n",
    "Net = resnet34(progress = True, num_classes = 10)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.Adam(Net.parameters(), lr = 1e-3)\n",
    "\n",
    "if torch.cuda.is_available() :\n",
    "    Net = Net.cuda('cuda:1')\n",
    "    print('Model on GPU')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "acc = 0\n",
    "num_steps = len(trainset) / batch_size\n",
    "for epoch in range(100):  # loop over the dataset multiple times\n",
    "    running_loss = 0.0\n",
    "    for i, data in enumerate(trainloader, 0):\n",
    "        # get the inputs; data is a list of [inputs, labels]\n",
    "        inputs, labels = data\n",
    "        if torch.cuda.is_available() : \n",
    "            inputs = inputs.cuda('cuda:1')\n",
    "            labels = labels.cuda('cuda:1')\n",
    "\n",
    "        # zero the parameter gradients\n",
    "        optimizer.zero_grad()\n",
    "\n",
    "        # forward + backward + optimize\n",
    "        outputs = Net(inputs)\n",
    "        loss = criterion(outputs, labels)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "\n",
    "        # print statistics\n",
    "        running_loss += loss.item()\n",
    "        if i % 200 == 199:    # print every 500 mini-batches\n",
    "            print('[%d, %5d / %d] loss: %.3f' %\n",
    "                  (epoch + 1, i + 1, num_steps, running_loss / 200))\n",
    "            running_loss = 0.0\n",
    "            \n",
    "    correct = 0\n",
    "    total = 0\n",
    "    with torch.no_grad():\n",
    "        for data in testloader:\n",
    "            images, labels = data\n",
    "            if torch.cuda.is_available() : \n",
    "                images = images.cuda('cuda:1')\n",
    "                labels= labels.cuda('cuda:1')\n",
    "                \n",
    "            outputs = Net(images)\n",
    "            _, predicted = torch.max(outputs.data, 1)\n",
    "            total += labels.size(0)\n",
    "            correct += (predicted == labels).sum().item()\n",
    "        \n",
    "    current_acc = (100 * correct / total)\n",
    "    # saving model for best accuracy\n",
    "    if acc < current_acc : \n",
    "        acc = current_acc\n",
    "        torch.save(Net.state_dict(), '../saved_models/resnet34_cifar10.pth')\n",
    "        print('Saving model')\n",
    "\n",
    "    print('Accuracy of the network on the 10000 test images: %d %%' % (\n",
    "        100 * correct / total))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (akshay)",
   "language": "python",
   "name": "akshay"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
